Insights on AI-native product management, strategy, and execution.
Every ChatGPT session starts from zero. PMs are paying a hidden context tax — 10–15 minutes per session re-explaining product history. A product decision log fixes that — but not the kind ClickUp or Aha! are selling you.
Why RICE, ICE, and MoSCoW fail when your backlog hits 100 items and you have 2 devs — and the AI-assisted stack ranking workflow that actually produces a decision in 30 minutes.
Every SDD tool assumes the spec already exists. None of them are where it gets written. This guide is for the product seat — how to write machine-readable specs before you open the chat window.
Vibe coding looks like a PM superpower — until production breaks and you can't explain what you shipped. Here's why the accountability gap is a career problem, not just a code quality problem.
Everyone's blaming vibe coding for the wrong thing. The real hangover isn't bad code — it's a pile of features nobody asked for, built at 10x speed, with no prioritization layer to stop the flood.
Vibe coding didn't eliminate the hardest product problem — it made it existential. When you can ship anything in a day, knowing what to build is the only competitive moat left. Here's why the maker movement parallel hits different than the HN thread realized.